The most expensive part of intelligence is not generation.
A note that long-lived intelligence needs conservative permission for retention, promotion, and behavioral change, not excitement.
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A note that long-lived intelligence needs conservative permission for retention, promotion, and behavioral change, not excitement.
A note that ARQ v0.2 grows stronger by naming model scope explicitly instead of letting one theorem pretend to govern every substrate at once.
A note that long-lived AI should stage anomaly handling carefully so visible novelty does not automatically gain memory authority.
A note that ARQ v0.2 becomes more serious by separating normative, model, lifecycle, implementation, and audit layers into a survivable package.
An architectural observation that visual input matters only after long-term memory exists, because vision grounds events in reality rather than creating intelligence or stability.
A case that AI should participate only in observable crisis, remain bounded by L4, and stop where system stability returns.